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Embedding lookup · seq = 512 · batch = 32 · vocab = 65536 · hidden = 768 · fp32 · run 01a016ad-28db…
●passedReported evidence

Not re-observed recently.

Primary measurement
1.20msmedian

Rank 3 in its comparison group · source-native comparison · observed 2024-09-03

Compare with #1 →

ms 20 1.1946111917495728 · ms 50 1.1960480213165283 · ms 80 1.1982656717300415

Identity
implementationTransformers
projectHugging Face Transformers
revisionunknown
workloadseq = 512 · batch = 32 · vocab = 65536 · hidden = 768 · fp32
comparison keysha256:f345c2934b1bee20…
sourceLiger-Kernel benchmarks
external idembedding/full/huggingface/nvidia-a100-sxm4-80gb/batch32-hidden768-seq512-vocab65536-fp32/2024-09-03-15-32-08
sha256:53104125578abd4b811d3ad…

Correctness

Marked passed by the source; the correctness policy was not published.

Workload

seq512
batch32
vocab65536
hidden768
weightfp32 [65536, 768]
input_idsint64 [32, 512]
definition comparatornot_asserted

Measurements

latency · median1.20 ms
latency · p201.19 ms
latency · p801.20 ms

Protocol

harnessLiger-Kernel benchmark scripts
timercuda_events
primaryStatisticmedian
comparabilityFamilyliger_kernel_bench

Environment

gpuNVIDIA A100 (sm_80)

Artifacts

No artifacts published with this run.

Replications and notes

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Canonical manifest

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{
  "run": {
    "kind": "BenchmarkRun",
    "spec": {
      "status": "passed",
      "timing": {
        "latencyNs": {
          "median": 1196048
        },
        "primaryStatistic": "median"
      },
      "observedAt": "2024-09-03T15:32:08.000Z",
      "measurements": [
        {
          "unit": "ns",
          "value": 1194611,
          "metric": "latency",
          "statistic": "p20"
        },
        {
          "unit": "ns",
          "value": 1198266,
          "metric": "latency",
          "statistic": "p80"
        }
      ],
      "sourceNative": {
        "source": "liger-kernel-bench",
        "metrics": {
          "ms_20": 1.1946111917495728,
          "ms_50": 1.1960480213165283,
          "ms_80": 1.1982656717300415
        },
        "benchmark": "embedding/full",
        "externalId": "embedding/full/huggingface/nvidia-a100-sxm4-80gb/batch32-hidden768-seq512-vocab65536-fp32/2024-09-03-15-32-08"
      },
      "protocolDigest": "sha256:5b02ee9a2140fbc6fcc1c89800f6c177ba22718c8897cb532bf0ba91867c1e58",
      "workloadDigest": "sha256:1bf32db8b9c8b199b86f23aa3d5ef8a6d8143f2c53e6b0ef91aea81e141df414",
      "environmentDigest": "sha256:90c9e2764222f592477cfccf3373519add5a1b881563956ad058c4f99e41b6b9",
      "implementationDigest": "sha256:d6d77034622d5e42573eea7b71fb3324fcf78d3b87c20c053defd81748caefe8"
    },
    "metadata": {
      "name": "liger-embedding-full-huggingface-nvidia-a100-sxm4-80gb-batch32-hidden768-seq512-vocab65536-fp32-2024",
      "title": "Embedding lookup · huggingface · full",
      "labels": {
        "liger_version": "0.2.1"
      }
    },
    "apiVersion": "kernelindex.dev/v1alpha1"
  },
  "protocol": {
    "kind": "BenchmarkProtocol",
    "spec": {
      "harness": {
        "name": "Liger-Kernel benchmark scripts",
        "repository": "https://github.com/linkedin/Liger-Kernel"
      },
      "measurement": {
        "timer": "cuda_events",
        "primaryStatistic": "median"
      },
      "comparability": {
        "notes": "Timed: the forward pass plus the backward pass, via triton.testing.do_bench with quantiles 0.5/0.2/0.8 (median with p20/p80 spread). The upstream CSV records no CUDA, driver, or torch version; the Liger release rides each run's labels. Comparable only within one kernel, workload, timed pass, and GPU.",
        "family": "liger_kernel_bench"
      }
    },
    "metadata": {
      "name": "liger-bench-do-bench-full",
      "title": "Liger benchmark harness · full pass"
    },
    "apiVersion": "kernelindex.dev/v1alpha1"
  },
  "environment": {
    "kind": "ExecutionEnvironment",
    "spec": {
      "hardware": {
        "vendor": "nvidia",
        "product": "NVIDIA A100",
        "formFactor": "SXM4-80GB",
        "architecture": "sm_80"
      },
      "software": {}
    },
    "metadata": {
      "name": "liger-bench-nvidia-a100-sxm4-80gb",
      "title": "Liger benchmark host · A100-SXM4-80GB"
    },
    "apiVersion": "kernelindex.dev/v1alpha1"
  }
}
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